{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "6329d831-e5c9-4921-a7bc-1fcefd47597d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "%pylab is deprecated, use %matplotlib inline and import the required libraries.\n",
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x22158c2a9c0>]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%pylab inline \n",
    "import matplotlib.pyplot as plt \n",
    "import numpy as np\n",
    "plt.plot(np.sin(np.linspace(0,2*np.pi, 100)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0441cc46-21c1-4cc7-8bdc-562cbcf0f655",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>10</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.00632</td>\n",
       "      <td>18.00</td>\n",
       "      <td>2.31</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.538</td>\n",
       "      <td>6.575</td>\n",
       "      <td>65.2</td>\n",
       "      <td>4.0900</td>\n",
       "      <td>1.0</td>\n",
       "      <td>296.0</td>\n",
       "      <td>15.3</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>396.90000</td>\n",
       "      <td>4.98</td>\n",
       "      <td>24.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.02731</td>\n",
       "      <td>0.00</td>\n",
       "      <td>7.07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.469</td>\n",
       "      <td>6.421</td>\n",
       "      <td>78.9</td>\n",
       "      <td>4.9671</td>\n",
       "      <td>2.0</td>\n",
       "      <td>242.0</td>\n",
       "      <td>17.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>396.90000</td>\n",
       "      <td>9.14</td>\n",
       "      <td>21.60</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.02729</td>\n",
       "      <td>0.00</td>\n",
       "      <td>7.07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.469</td>\n",
       "      <td>7.185</td>\n",
       "      <td>61.1</td>\n",
       "      <td>4.9671</td>\n",
       "      <td>2.0</td>\n",
       "      <td>242.0</td>\n",
       "      <td>17.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>392.83000</td>\n",
       "      <td>4.03</td>\n",
       "      <td>34.70</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.03237</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.18</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.458</td>\n",
       "      <td>6.998</td>\n",
       "      <td>45.8</td>\n",
       "      <td>6.0622</td>\n",
       "      <td>3.0</td>\n",
       "      <td>222.0</td>\n",
       "      <td>18.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>394.63000</td>\n",
       "      <td>2.94</td>\n",
       "      <td>33.40</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.06905</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.18</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.458</td>\n",
       "      <td>7.147</td>\n",
       "      <td>54.2</td>\n",
       "      <td>6.0622</td>\n",
       "      <td>3.0</td>\n",
       "      <td>222.0</td>\n",
       "      <td>18.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>396.90000</td>\n",
       "      <td>5.33</td>\n",
       "      <td>36.20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          0      1      2    3      4      5     6       7    8      9     10\n",
       "0    0.00632  18.00   2.31  0.0  0.538  6.575  65.2  4.0900  1.0  296.0  15.3\n",
       "1  396.90000   4.98  24.00  NaN    NaN    NaN   NaN     NaN  NaN    NaN   NaN\n",
       "2    0.02731   0.00   7.07  0.0  0.469  6.421  78.9  4.9671  2.0  242.0  17.8\n",
       "3  396.90000   9.14  21.60  NaN    NaN    NaN   NaN     NaN  NaN    NaN   NaN\n",
       "4    0.02729   0.00   7.07  0.0  0.469  7.185  61.1  4.9671  2.0  242.0  17.8\n",
       "5  392.83000   4.03  34.70  NaN    NaN    NaN   NaN     NaN  NaN    NaN   NaN\n",
       "6    0.03237   0.00   2.18  0.0  0.458  6.998  45.8  6.0622  3.0  222.0  18.7\n",
       "7  394.63000   2.94  33.40  NaN    NaN    NaN   NaN     NaN  NaN    NaN   NaN\n",
       "8    0.06905   0.00   2.18  0.0  0.458  7.147  54.2  6.0622  3.0  222.0  18.7\n",
       "9  396.90000   5.33  36.20  NaN    NaN    NaN   NaN     NaN  NaN    NaN   NaN"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd # To load house price data\n",
    "import numpy as np # To manipulate data\n",
    "\n",
    "# Load from URL\n",
    "# data_url = 'http://lib.stat.cmu.edu/datasets/boston' # Set url of the dataset\n",
    "# raw_df = pd.read_csv(data_url, sep='\\s+', skiprows=22, header=None) # Load data\n",
    "\n",
    "# Load from local file\n",
    "data_url = './Data/houseprice.csv' # Set url of the dataset\n",
    "raw_df = pd.read_csv(data_url, sep=',', skiprows=1, header=None) # Load data\n",
    "\n",
    "raw_df.head(10) # Display the raw data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "c29b8f91-bead-49ec-8437-cfd21244b3a4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Data shape: (506, 12), Target shape: (506,)\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "data = np.hstack([raw_df.values[::2, :], raw_df.values[1::2, 1:2]]) # Select features\n",
    "target = raw_df.values[1::2, 2] # Select target\n",
    "\n",
    "fts_names = [\n",
    "    '犯罪率（%）',\n",
    "    '大住宅用地占比（%）',\n",
    "    '非零售商业用地占比（%）',\n",
    "    '景观房',\n",
    "    '氮氧化物浓度（ppm）',\n",
    "    '平均房间数',\n",
    "    '老旧房屋占比（%）',\n",
    "    '离就业中心的加权距离',\n",
    "    '辐射路可达性指标',\n",
    "    '每万元房产税',\n",
    "    '学生-教师比',\n",
    "    '低层次人口占比（%）'] # Feature names\n",
    "\n",
    "print(f'Data shape: {data.shape}, Target shape: {target.shape}') # Display the shape of data and target"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "08cfb462-fa71-4888-97c3-85d9f87b49a9",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib\n",
    "from matplotlib import font_manager\n",
    "\n",
    "font_manager.fontManager.addfont('./Data/simhei.ttf') # Add the font\n",
    "matplotlib.rc('font', family='SimHei') # Set the font"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "cfa7117a-8f74-48b6-ab7f-cafafe62e82d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x600 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt # To draw figures\n",
    "\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  # Support Chinese\n",
    "plt.rcParams['axes.unicode_minus'] = False  # Support negative sign\n",
    "\n",
    "num_fts = data.shape[1] # Get the number of features\n",
    "num_col = 6 # Number of columns in the figure\n",
    "num_row = int(np.ceil(num_fts / num_col)) # Number of rows in the figure\n",
    "\n",
    "label_size = 18 # Label size\n",
    "ticklabel_size = 14 # Tick label size\n",
    "\n",
    "_, axes = plt.subplots(num_row, num_col, figsize=(18, 3*num_row)) # Create a figure\n",
    "\n",
    "for i in range(num_fts): # Loop through all features\n",
    "    row = int(i / num_col) # Get the row index\n",
    "    col = i % num_col # Get the column index\n",
    "\n",
    "    ax = axes[row, col]\n",
    "    ax.scatter(data[:, i], target) # Plot scatter fig of i-th feature and target\n",
    "    ax.tick_params(axis='both', which='major', labelsize=ticklabel_size) # Set tick label size\n",
    "    ax.set_xlabel(fts_names[i], fontsize=label_size) # Label the x-axis\n",
    "    ax.set_ylabel('房价中位数（千美元）', fontsize=label_size) # Label the y-axis\n",
    "\n",
    "plt.tight_layout() # Adjust the layout of the figure\n",
    "plt.show() # Display the figure"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "9b2f5b8d-afeb-4e81-836b-85c9ba9706db",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def linear_fun(x, w, b):\n",
    "    '''\n",
    "    This a linear prediction function.\n",
    "    x: feature\n",
    "    b: bias\n",
    "    w: weight\n",
    "    '''\n",
    "\n",
    "    y = w * x + b\n",
    "\n",
    "    return y\n",
    "\n",
    "fig, ax, x_linear = draw_scatter(x, y) # Plot the scatter\n",
    "\n",
    "ax.plot(x_linear, linear_fun(x_linear, 1, 4), color='green', linewidth=2) # y = x + 4\n",
    "# plt.savefig('room_price_f1.png', dpi=300) # Make figure clearer\n",
    "\n",
    "ax.plot(x_linear, linear_fun(x_linear, 6, -4), color='orange', linewidth=2) # y = 6x - 4\n",
    "# plt.savefig('room_price_f2.png', dpi=300) # Make figure clearer\n",
    "\n",
    "ax.plot(x_linear, linear_fun(x_linear, 11, -47), color='red', linewidth=2) # y = 11x - 47\n",
    "# plt.savefig('room_price_f3.png', dpi=300) # Make figure clearer\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "c8fc7582-a9d2-4797-b237-54821011f65a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def nonlinear_fun(x, w, b):\n",
    "    '''\n",
    "    This an example of non-linear prediction function.\n",
    "    x: feature\n",
    "    b: bias\n",
    "    w: weight\n",
    "\n",
    "    Return:\n",
    "    y: prediction\n",
    "    '''\n",
    "    return w / x + b\n",
    "\n",
    "\n",
    "fig, ax, x_linear = draw_scatter(x, y) # Plot the scatter\n",
    "ax.plot(x_linear, nonlinear_fun(x_linear, 100, 10), color='red', linewidth=2) # 100 / x + 10\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "2c6692d4-38e8-40f3-bc91-50af9a92b73d",
   "metadata": {},
   "outputs": [],
   "source": [
    "w_min, w_max = -200, 200 # Weight range\n",
    "b_min, b_max = -200, 200 # Bias range\n",
    "param_num = 800 # Number of per parameter\n",
    "\n",
    "w_list = np.linspace(w_min, w_max, param_num) # Create a sequence of w\n",
    "b_list = np.linspace(b_min, b_max, param_num) # Create a sequence of b\n",
    "\n",
    "w_grid, b_grid = np.meshgrid(w_list, b_list) # Create a grid of w and b\n",
    "loss_grid = np.zeros((param_num, param_num)) # Create a grid of loss\n",
    "\n",
    "for i in range(param_num):\n",
    "    for j in range(param_num):\n",
    "        # Compute loss\n",
    "        y_pred = linear_fun(x, w_grid[i, j], b_grid[i, j])\n",
    "        loss_temp = np.mean((y_pred - y) ** 2) / 2\n",
    "        loss_grid[i, j] = loss_temp / 10 ** 5 # Scale loss for display"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "2e67e04f-d3a9-4d8d-90a5-916bceb5c695",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Draw heatmap first\n",
    "def draw_heatmap(w_grid, b_grid, loss_grid):\n",
    "    '''\n",
    "    Display training process of w and b\n",
    "    '''\n",
    "    global label_size, ticklabel_size # Set global variables of font size\n",
    "\n",
    "    w_min, w_max = -200, 200\n",
    "    b_min, b_max = -200, 200\n",
    "\n",
    "    # Set figure\n",
    "    fig, ax = plt.subplots(figsize=(10,6))\n",
    "\n",
    "    # Plot the loss\n",
    "    im = ax.imshow(loss_grid, extent=[w_min, w_max, b_min, b_max], origin='lower', cmap='viridis', zorder=0)\n",
    "\n",
    "    # Set x-axis and y-axis\n",
    "    ax.set_xticks(np.linspace(w_min, w_max, 5))\n",
    "    ax.set_xticklabels(np.linspace(w_min, w_max, 5))\n",
    "    ax.set_yticks(np.linspace(b_min, b_max, 5)[1:])\n",
    "    ax.set_yticklabels(np.linspace(b_min, b_max, 5)[1:])\n",
    "    ax.set_xlabel('Weight (w)', fontsize=label_size)\n",
    "    ax.set_ylabel('Bias (b)', fontsize=label_size)\n",
    "\n",
    "    ax.set_xlim(w_min, w_max)\n",
    "    ax.set_ylim(b_min, b_max)\n",
    "\n",
    "    ax.set_position([0.15, 0.13, 0.60, 0.8]) # Set the position of the figure\n",
    "\n",
    "    # Set tick label size\n",
    "    ax.tick_params(axis='both', which='major', labelsize=ticklabel_size)\n",
    "\n",
    "    # Mark the point of lowest loss\n",
    "    min_loss_idx = np.unravel_index(np.argmin(loss_grid), loss_grid.shape)\n",
    "    min_w = w_grid[min_loss_idx]\n",
    "    min_b = b_grid[min_loss_idx]\n",
    "    ax.scatter(min_w, min_b, color='red', marker='x', linewidth=5, s=12**2)\n",
    "\n",
    "    return fig, ax\n",
    "\n",
    "fig, ax = draw_heatmap(w_grid, b_grid, loss_grid)\n",
    "\n",
    "# plt.savefig('loss_with_mark.png', dpi=300) # Make figure clearer\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "fba565ce-a008-42cf-89c2-3d34c187f09b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def loss_w_base():\n",
    "    '''\n",
    "    Draw the baseline of loss function when b is -34.67\n",
    "    '''\n",
    "    global label_size, ticklabel_size # Set global variables of font size\n",
    "\n",
    "    b = -34.67\n",
    "\n",
    "    w_min, w_max = -200, 200 # Weight range\n",
    "    param_num = 10000 # Number of per parameter\n",
    "\n",
    "    w_base = np.linspace(w_min, w_max, param_num) # Create a sequence of w\n",
    "\n",
    "    loss_base = np.zeros(param_num) # Create a grid of loss\n",
    "\n",
    "    for i in range(param_num):\n",
    "        # Compute loss\n",
    "        y_pred = linear_fun(x, w_base[i], b)\n",
    "        loss_base[i] = np.mean((y_pred - y) ** 2) / 2\n",
    "\n",
    "    fig, ax = plt.subplots(figsize=(10,6))\n",
    "    ax.plot(w_base, loss_base / 10 ** 5, color='black', linewidth=2, zorder=0) # Scale loss for display\n",
    "    ax.set_xlim(-210, 210)\n",
    "    ax.set_ylim(-0.2, 10)\n",
    "    ax.set_xlabel('Weight', fontsize=label_size)\n",
    "    ax.set_ylabel('Loss ($x10^5$)', fontsize=label_size)\n",
    "    ax.tick_params(axis='both', which='major', labelsize=ticklabel_size)\n",
    "\n",
    "    return fig, ax\n",
    "\n",
    "fig, ax = loss_w_base()\n",
    "# plt.savefig('learning_rate_base.png', dpi=300) # Make figure clearer\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "7cf45fc5-a3b8-4abb-89ae-0c3ba9f95504",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def learn_w(x, y, lr=0.00001, max_epoch=100, batch_size=4, adagrad=None):\n",
    "    '''\n",
    "    Learning weight w with fixed bias b\n",
    "    w starts with -200\n",
    "\n",
    "    Return:\n",
    "    w_list: array of w\n",
    "    loss_list: array of loss\n",
    "    '''\n",
    "    w = -200 # Set initial value of w\n",
    "    b = -34.67 # Fixed bias\n",
    "\n",
    "    w_list = [w] # Create a list to store w\n",
    "    loss_list = [] # Create a list to store loss\n",
    "\n",
    "    # Training\n",
    "    for ie in range(max_epoch):\n",
    "        # Shuffle x\n",
    "        idx = np.random.permutation(x.shape[0])\n",
    "\n",
    "        # Update learning rate\n",
    "        if adagrad == 'temporal':\n",
    "            lr = lr / np.sqrt(ie+1) # Update learning rate\n",
    "\n",
    "        # Split indices into batches\n",
    "        dw = 0\n",
    "        for ib in range(0, x.shape[0], batch_size):\n",
    "            batch_idx = idx[ib:ib+batch_size]\n",
    "            x_batch = x[batch_idx]\n",
    "            y_batch = y[batch_idx]\n",
    "\n",
    "            y_batch_pred = linear_fun(x_batch, w, b)\n",
    "\n",
    "            dw = dw + np.mean((y_batch_pred - y_batch) * x_batch) # Compute partial derivative of w\n",
    "\n",
    "        w -= lr * dw # Update w\n",
    "\n",
    "        loss_list.append(np.mean((y_batch_pred - y_batch) ** 2) / 2) # Compute and record loss\n",
    "        w_list.append(w)\n",
    "\n",
    "    # Final loss\n",
    "    y_pred = linear_fun(x, w, b)\n",
    "    loss_list.append(np.mean((y - y_pred) ** 2) / 2) # Compute and record loss\n",
    "\n",
    "    w_list = np.array(w_list)\n",
    "    loss_list = np.array(loss_list) / 10 ** 5\n",
    "\n",
    "    return w_list, loss_list\n",
    "\n",
    "def add_loss_w(fig, ax, w_list, loss_list):\n",
    "    global label_size, ticklabel_size # Set global variables of font size\n",
    "\n",
    "    # Plot training losses\n",
    "    ax.plot(w_list, loss_list / 10 ** 5, color='blue', linewidth=2, zorder=1)\n",
    "    ax.legend(ncol=2, fontsize=label_size)\n",
    "\n",
    "    # Mark final place\n",
    "    ax.scatter(w_list[-1], loss_list[-1] / 10 ** 5, s=15**2, marker='*', facecolor='white', edgecolor='blue', linewidth=2, zorder=2)\n",
    "\n",
    "    return fig, ax\n",
    "\n",
    "# Display training result of lr = 0.001\n",
    "lr = 0.00001 # Set learning rate\n",
    "\n",
    "w_list, loss_list = learn_w(x, y, lr) # Training model\n",
    "fig, ax = loss_w_base() # Draw base losses\n",
    "\n",
    "ax.plot(w_list, loss_list, color='blue', marker='.', markersize=10, linewidth=2, zorder=1) # Plot training losses\n",
    "ax.scatter(w_list[-1], loss_list[-1], s=15**2, marker='*', facecolor='white', edgecolor='blue', linewidth=2, zorder=2)\n",
    "\n",
    "# plt.savefig('learning_rate_D00001.png', dpi=300) # Make figure clearer\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "165d2899-1b0b-4474-a179-7f12cf03bb4e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lr = 0.000001 # Set learning rate\n",
    "\n",
    "w_list, loss_list = learn_w(x, y, lr) # Training model\n",
    "fig, ax = loss_w_base() # Draw base losses\n",
    "ax.plot(w_list, loss_list, color='blue', marker='.', markersize=10, linewidth=2, zorder=1) # Plot training losses\n",
    "ax.scatter(w_list[-1], loss_list[-1], s=15**2, marker='*', facecolor='white', edgecolor='blue', linewidth=2, zorder=2)\n",
    "\n",
    "# plt.savefig('learning_rate_D000001.png', dpi=300) # Make figure clearer\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "a1513bdd-ce0f-40d0-89c3-3af2702bf646",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lr = 0.0000001 # Set learning rate\n",
    "\n",
    "w_list, loss_list = learn_w(x, y, lr) # Training model\n",
    "fig, ax = loss_w_base() # Draw base losses\n",
    "ax.plot(w_list, loss_list, color='blue', marker='.', markersize=10, linewidth=2, zorder=1) # Plot training losses\n",
    "ax.scatter(w_list[-1], loss_list[-1], s=15**2, marker='*', facecolor='white', edgecolor='blue', linewidth=2, zorder=2)\n",
    "\n",
    "# plt.savefig('learning_rate_D0000001.png', dpi=300) # Make figure clearer\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
